个人信息
个人简介:2014年毕业于华中科技大学,获博士学位,现就职于南京邮电大学通信与信息工程学院,副教授,研究生导师,IEEE 、OSA会员,并于2018年入选江苏省“六大人才高峰”高层次人才培养计划。主要从事图像处理与模式识别、人工智能、嵌入式实时图像处理系统,信号处理与分析理论和方法的研究,在此领域取得了多项研究成果。先后承担国家自然科学基金、中国博士后科学基金面上项目、江苏省自然科学基金、国家重点实验室开放课题等多项课题,并参与多项预言项目,累计科研经费250余万元;在外文期刊及国际会议发表论文30余篇,申请发明专利多项。与国内外专家****建立了广泛的合作研究及学术交流联系,担任IEEE Transactions on Image Processing、IEEE Transactions on Cybernetics、IEEE Transactions on Neural Networks and Learning Systems、IEEE Transactions on Circuits and Systems for Video Technology等几十个国际期刊审稿人。
招生信息:
对学生本科专业无特别明确的要求,如电信、计算机、数学、自动化、物理、通信、光电等相关专业等。欢迎对计算机视觉、人工智能、图像处理和模式识别、嵌入式实时图像处理系统等方向感兴趣、并有较好的数学、英语、和编程基础,及有较强的自学能力和团队合作精神的学生报考。本课题组对优秀的学生提供参加国内外学术会议、到国外知名课题组进行学术交流的机会。
研究领域:
主要研究方向:图像处理与模式识别、人工智能、嵌入式实时图像处理
主要研究成果:
(一)科研项目:
[1] 国家自然科学青年基金项目,高光谱图像去噪和目标检测一体化处理方法研究,在研
[2] 江苏省人社厅“六大人才高峰”高层次人才项目,安检隐匿物检测系统,在研
[3] 中国博士后科学基金面上项目,高光谱遥感图像中目标检测方法研究,在研、
[4] 中国电力科学研究院项目,基于大数据的电子式互感器计量状态评估算法研究,在研
[5] 预研项目,基于深度学习的目标识别技术,在研
[6] 预研项目,态势分析决策模型神经网络选型研究,在研
[7] 预研项目,基于信息博弈的多源异构信息融合技术,在研
[8] 通信与网络技术国家地方联合工程研究中心项目,大数据多维分析和简约计算方法研究,在研
[9] 江苏省自然科学基金青年项目,高光谱遥感图像条带校正和目标识别联合处理方法研究,结题
(二)学术论文:
[1] Hu Zhu, Chunfeng Cui, Lizhen Deng*, Ray C. Cheung, and Hong Yan, Elastic Net Constraint based Tensor Model for High-order Graph Matching, IEEE Transactions on Cybernetics, 2020.
[2] H. Zhu, Shiming Liu, Lizhen Deng*, Yan sheng li, Fu Xiao. Infrared Small Target Detection via Low Rank Tensor Completion with Top-Hat Regularization, IEEE Transactions on Geoscience and Remote Sensing, 2020.
[3] H. Zhu, Qiao,Y., Xu,G., Lizhen Deng*, Yu,F., DSPNet: A lightweight Dilated Convolution Neural Networks for Spectral Deconvolution with Self-Paced Learning, IEEE Transactions on Industrial Informatic, 2020.
[4] Hu Zhu, Jieke Zhang, Guoxia Xu, and Lizhen Deng*, Balanced Ring Top-hat Transformation for Infrared Small Target Detection with a Guided Filter Kernel, IEEE Transactions on Aerospace and Electronic Systems, 2020.
[5] Guoxia Xu, Hu Zhu, Lizhen Deng, Lixin Han, Dilated-aware discriminative correlation filter for visual tracking, World Wide Web, 2019.
[6] Hu Zhu, Tao Xie, Yusheng Guan, Lizhen Deng*, Xiaokang Wang, Hypergraph Matching With an Entropy Barrier Function, IEEE Access, vol. 7, pp. 16638-16647, 2019.
[7] Lizhen Deng, Hu Zhu, Yujie Li, Zhen Yang, A Low-rank Tensor Model for Hyperspectral Image Sparse Noise Removal, IEEE Access, vol. 6, pp. 62120-62127, 2018.
[8] Lizhen Deng, Hu Zhua, Zhen Yang, Yujie Li, Hessian matrix-based fourth-order anisotropic diffusion filter for image denoising, Optics and Laser Technology, v 110, p 184-190, 2018.
[9] Hu Zhu, Yusheng Guan, Lizhen Deng*, Yansheng Li, Yujie Li, Infrared moving point target detection based on an anisotropic spatial-temporal fourth-order diffusion filter, Computers and Electrical Engineering, vol. 68, pp. 550-56, 2018.
[10] Qinghe Liu, Xinshuang Yang, and Lizhen Deng*, An IBeacon-Based Location System for Smart Home Control, Sensors, 2018, 18, 1897.
[11] Hu Zhu, Lizhen Deng*, Guoxia Xu, Spectral semi-blind deconvolution methods based on modified φHS regularizations, Optics and Laser Technology, 2018.
[12] Hu Zhu, Lizhen Deng*, Haibo Li, Yujie Li, Deconvolution methods based on convex regularization for spectral resolution enhancement, Computers and Electrical Engineering, 2018.
[13] Guoxia Xu, Hu Zhu*, Lizhen Deng, Lixin Han, Yujie Li, Huimin Lu, Dilated-aware discriminative correlation filter for visual tracking, World Wide Web journal, 2018.
[14] Jinyan Nie, Shaocheng Qu, Yantao Wei, Liming Zhang, Lizhen Deng, An infrared small target detection method based on multiscale local homogeneity measure, Infrared Physics and Technology, vol. 90, pp. 186-194, 2018.
[15] Houzhang Fang, Yi Chang, Gang Zhou, Lizhen Deng, Iteratively Reweighted Blind Deconvolution with Adaptive Regularization Parameter Estimation, IEEE Access, vol. 5, pp. 11959-11973, 2017.
[16] Lizhen Deng, Hu Zhu*, Quan Zhou, Yansheng Li, Adaptive top-hat filter based on quantum genetic algorithm for infrared small target detection, Multimedia Tools and Applications. vol. 76, no. 16, 2017.
[17] Lizhen Deng, Hu Zhu*, Infrared Moving Point Target Detection Based on Spatial-Temporal Local Contrast Filter, Infrared Physics & Technology, vol. 76, pp. 168-173, 2016.
[18] Hu Zhu, Lizhen Deng*, A landmark-based navigation method for autonomous aircraft, Optik, vol. 127, pp. 3572-3575, 2016.
[19] Hu Zhu, Lizhen Deng*, Deconvolution methods based on φHL regularization for spectral recovery, Applied Optics, vol.54, no. 14, pp. 4337-4344, 2015.
[20] Hu Zhu, Lizhen Deng*, Indirect Target Recognition Method for Overhead Infrared Image Sequences, Optik vol. 126, no. 19, pp. 1909-1913, 2015.
[21] Lizhen Deng, Hu Zhu*. Moving point target detection based on clutter suppression using spatial temporal local increment coding, Electronics Letters, vol.51, no. 8, pp. 625-626, 2015.
[22] Lizhen Deng, Lei Cao, Hu Zhu*. Spectral semi-blind deconvolution with hybrid regularization, Infrared Physics & Technology, vol. 67, pp. 184-189, 2014.
[23] Lizhen Deng, Ping Tan, Bin Qin, Yongqian Xiong, Analysis of slippage in THz-FEL with a parallel plate waveguide, Infrared Physics & Technology, v 64, pp 1-5, 2014.
[24] Lizhen Deng, Hu Zhu*. Spectral semi-blind deconvolution with least trimmed squares regularization, Infrared Physics & Technology, vol. 64, pp. 91-96, 2014.
[25] Hu Zhu, Lizhen Deng*, Image Matching using Gradient Orientation Selective Cross Correlation, Optik, vol.124, no. 20, pp. 4460-4464, 2013.
[26] Hu Zhu, Tianxu Zhang, Lizhen Deng, Indirect target detection method in FLIR image sequences, Infrared Physics & Technology, vol.60, pp. 15-23, 2013.
[27] Hu Zhu, Tianxu Zhang, Luxin Yan, Lizhen Deng, Robust and Fast Hausdorff Distance for Image Matching, Optical Engineering, vol.51, no. 1, pp. 017203-1-5, 2012.
[28] Hu Zhu, Fu, Z., Xu,G., Yu,F., Lizhen Deng, CPAD: Components Pixel-Aware Multispectral Image De-striping, IEEE Transactions on Image Processing. (Status: Submitted).
[29] Hu Zhu, Zhang,J., Xu,G., Lizhen Deng, Entropy-Driven Morphological Top-hat Transformation for Infrared Small Target Detection with Guided Filter Kernel, IEEE Transactions on Geoscience and Remote Sensing. (Status: Submitted).
[30] Lizhen Deng, Hu Zhu, Zhou,Z., Xu,G., Chen,Y., & Li,Y., Image Super-resolution based on Non-local Low-rank regularization, Computer Vision and Image Understanding. (Status: Submitted).
[31] Lizhen Deng, Hu Zhu, He,C., Xu,G., Entropic Image Threshold Segmentation: A Novel 3-dimensional Approach with Local Gradient Directional Entropy, Pattern Recognition. (Status: Submitted).
[32] Hu Zhu, Zhang, J., Xu,G., Lizhen Deng, Tensor field Graph-Cut for Image Segmentation: A Non-convex Perspective, IEEE Transactions on Circuits and Systems for Video Technology, (Status: Submitted).
[33] Hu Zhu, Ni,H., Liu,S., Xu,G., Lizhen Deng, TNLRS: Target-Aware Non-local Low-Rank Modeling with Saliency Filtering Regularization for Infrared Small Target Detection, IEEE Transactions on Image Processing (Status: Submitted).
[34] Hu Zhu, He,C., Xu,L., Xu,G., Lizhen Deng, IDPM-Fusion: Interpretable Deep Prior Model for Infrared and Visible Image Fusion, ECCV 2020 (Status: Submitted).
[35] Hu Zhu, Lizhen Deng, Liu,Y., Zhu,C., Xu,G., Point set matching using norm regularized high-order graph matching model, IEEE Transactions on Circuits and Systems for Video Technology, (Status: Submitted).
[36] Hu Zhu, Lu Liu, Lizhen Deng*, Hyperspectral image dead line removal based on tensor completion, 2018 IEEE International Conference on Cyber, Physical and Social Computing (CPSCom 2018).
[37] Hu Zhu, Tao Xie, Lizhen Deng*, Xueqin Wang, Hypergraph matching via a nonmonotone Newton method, 2018 IEEE International Conference on Cyber, Physical and Social Computing (CPSCom 2018).
[38] Lizhen Deng, Qi Fang, Hu Zhu*,Gang Zhou, Image denoising based on spatially adaptive high order total variation model, International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), Datong, China, 2016.
[39] Lizhen Deng, Hu Zhu*, Yantan Wei, Guanmin Lu, Yu Wei, Small Target Detection using Quantum Genetic Morphological Filter, SPIE-The International Society for Optical Engineering, MIPPR 2015, vol. 9812, 98120A, Enshi, Hubei, China, 2015.
[40] Hu Zhu, Lizhen Deng, Gaihua Wang, et al, Fast Ground Target Detection Method in Infrared Image Sequences, International Conference on Audio, Language and Image Processing(ICALIP), 2012, 893-897.
[41] Hu Zhu, Lizhen Deng, Gang Zhou, et al, Target Recognition Method based on Template Matching in Downward-looking Infrared Image, International Conference on Audio, Language and Image Processing(ICALIP), 2012, 898-902.
[42] Hu Zhu, Lizhen Deng, Xiaodong Bai, Phase-only Direct Data Domain Adaptive Processing Algorithm using Hybrid Genetic Algorithms, International Conference on Communication Technology(ICCT), 2012, 951-955.
[43] Hu Zhu, Lizhen Deng, Xiaodong Bai, Gang Zhou. A Detection Method of Infrared Target Based on the Ridgeline Extraction, International Conference on Image Analysis and Signal Processing(IASP), 2012, 1-4.
(三)发明专利:
[1]一种基于共生滤波形态学的小目标检测技术,专利申请号:8.0
[2]一种基于自适应低秩张量恢复的视频图像去雨方法,专利申请号:7.5
[3]一种基于张量的多光谱掌纹匹配方法,专利申请号:5.3
[4]一种基于自适应正则化的光谱分辨率增强方法,专利号:CN.A
[5]一种基于地标识别的飞行器视觉导航方法,专利号:CN.B
[6]一种基于空时偏微分方程的弱小目标检测方法,专利号:CN.A
学术服务:
担任国内外期刊的审稿人,
如:
1、IEEE Transactions on Image Processing
2. IEEE Transactions on Neural Networks and Learning Systems
3. IEEE Transactions on Circuits and Systems for Video Technology
4. IEEE Transactions on Cybernetics
5. IEEE Transactions on Industrial Electronics
6. IEEE Transactions on Geoscience and Remote Sensing
7. IEEE Transactions on Multimedia
8. IEEE Transactions on Industrial Informatics
9. Pattern Recognition
10. IEEE Transactions on Intelligent Transportation Systems
11. IEEE Transactions on Instrumentation & Measurement
12. IEEE Transactions on Aerospace & Electronics Systems
13. Information Science
14. IEEE Network
15. Neurocomputing
16. Multimedia Tools and Applications
17. Electronics Letters
18. Infrared Physics & Technology
19. Optics Communications
20. IEEE Access
21. Mobile Networks and Applications
22. International Journal of Pattern Recognition and Artificial Intelligence
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南京邮电大学导师教师师资介绍简介-邓丽珍
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